The Retry Setup I Use for LLM APIs Without Accidentally Duplicating User Actions
Article summary
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Retries look simple until an LLM call is allowed to do something. For a normal read-only API request, retrying is usually boring: if ( status === 429 || status >= 500 ) { retryWithBackoff (); } But LLM APIs are often sitting inside workflows that are not purely read-only. A failed LLM call might be part of: sending an email creating a support ticket updating a CRM record calling a tool writing to a database charging credits generating a document triggering another automation step In those…
1Key Takeaways
- Retries look simple until an LLM call is allowed to do something.
- For a normal read-only API request, retrying is usually boring: if ( status === 429 || status >= 500 ) { retryWithBackoff (); } But LLM APIs are often sitting inside workflows that are not purely read-only.
- A failed LLM call might be part of: sending an email creating a support ticket updating a CRM record calling a tool writing to a database charging credits generating a document triggering another automation step In those….
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3Why it matters
Coding AI shifts how fast software ships and how much human review each change needs. DEV — AI reports that retries look simple until an LLM call is allowed to do something.
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